{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Classifier(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(784, 100),\n",
    "            nn.Sigmoid(),\n",
    "            nn.Linear(100, 10),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        # self.loss_function = nn.MSELoss()\n",
    "        self.loss_function = nn.BCELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.SGD(self.parameters(), lr=0.02)\n",
    "\n",
    "        # record progress\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "\n",
    "        self.optimiser.zero_grad() # set gradient to 0\n",
    "        loss.backward() # backward loss and calculate gradient\n",
    "        self.optimiser.step() # update parameters\n",
    "\n",
    "        # record progress\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 10000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(18, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MnistDataset(Dataset):\n",
    "    def __init__(self, csv_file):\n",
    "        self.data_df = pd.read_csv(csv_file, header=None)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.data_df)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        label = self.data_df.iloc[index, 0]\n",
    "        target = torch.zeros(10)\n",
    "        target[label] = 1.0\n",
    "        img_values = torch.FloatTensor(self.data_df.iloc[index, 1:].values) / 255.0\n",
    "        return label, img_values, target\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        arr = self.data_df.iloc[index, 1:].values.reshape(28, 28)\n",
    "        plt.title(f'label = {self.data_df.iloc[index, 0]}')\n",
    "        plt.imshow(arr, interpolation='none', cmap='Blues')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_dataset = MnistDataset('mnist_dataset/mnist_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mnist_dataset.plot_image(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5,\n",
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       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0824,\n",
       "         0.9059, 0.9765, 0.1333, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.8824, 0.9922, 0.9059, 0.8353, 0.8353, 0.4824, 0.0627, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.6745, 0.9922, 0.9922, 0.9922, 0.9922, 0.9922, 0.7451,\n",
       "         0.2471, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0078, 0.4549, 0.2824, 0.4863, 0.8196, 0.9922,\n",
       "         0.9922, 0.5529, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0980,\n",
       "         0.8588, 0.9922, 0.8078, 0.0118, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.4078, 0.9647, 0.9922, 0.0196, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.8353, 0.9922, 0.0196, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.1020, 0.8863, 0.9922, 0.0196, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.5176, 0.9922, 0.8196, 0.0118, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.3059, 0.9922, 0.3373, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "         0.0000]),\n",
       " tensor([0., 0., 0., 0., 0., 1., 0., 0., 0., 0.]))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnist_dataset[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training epoch: 0\n",
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "training epoch: 1\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "training epoch: 2\n",
      "counter: 130000\n",
      "counter: 140000\n",
      "counter: 150000\n",
      "counter: 160000\n",
      "counter: 170000\n",
      "counter: 180000\n",
      "Wall time: 3min 6s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "epochs = 3\n",
    "C = Classifier()\n",
    "for i in range(epochs):\n",
    "    print(f'training epoch: {i}')\n",
    "    for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "        C.train(image_data_tensor, target_tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "C.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_test_data = MnistDataset('mnist_dataset/mnist_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2MxOYEhEjxfTTkqZ0s5kJ1BzGu5P2Gma8Z167RoY/bxYn6N7s5Ig4SdICSRcXh6s9KSrvwXrp2mldw3h3ygTDjP9KN1+7Roc/b1Y3wr5V0vRxvx9TzOsJEbG1+Lld0u3qvaGot+0ZQbf4ub3L/fxKLw3jPdEw4+qB166bw593I+yPSJpl+zjbkyR9TNKqLvTxJrYnFydOZHuypA+q94aiXiVpcTG9WNKdXezlDXplGO9qw4yry69d14c/j4iOPyQtVOWM/M8lfbEbPVTp63hJ/108NnS7N0m3qHJY94oq5zYukPQbklZLekLS/ZKO6qHebpb0mKR1qgRrapd6O1mVQ/R1ktYWj4Xdfu1K+urI68bHZYEkOEEHJEHYgSQIO5AEYQeSIOxAEoQdSIKwA0n8P2CPuWgQoC90AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "record = 43\n",
    "mnist_test_data.plot_image(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NeEdV/dcix95TVS/oaY7VDB4h/88ixy6vqo/3MMPZVfW9RfZfAFxYVXcs9wyLnPs5wOVV9Qd9n3sxXcAeU1Vf6PGcjwIuZvCN7VBV3dvXubvzX1JVn+3znEvM8ViAqvpykkcDz2RwWfSTPc/xs8ATGDxB/pllP9/pEnRJ0vH5OnRJaoRBl6RGGHRJaoRBl6RGGHRJasT/AXxpfT7Jq5NrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_data = mnist_test_data[record][1]\n",
    "output = C.forward(image_data)\n",
    "pd.DataFrame(output.detach().numpy()).plot(kind='bar', legend=False, ylim=(0,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9224 10000 0.9224\n"
     ]
    }
   ],
   "source": [
    "score = 0\n",
    "total = 0\n",
    "for label, image_data_tensor, target_tensor in mnist_test_data:\n",
    "    answer = C.forward(image_data_tensor).detach().numpy()\n",
    "    if answer.argmax() == label:\n",
    "        score += 1\n",
    "    total += 1\n",
    "print(score, total, score/total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('ai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0cb0046d74bfb5a9fee6ebb85b9850d762e40d6b321d5d9a0aa0313eefa3c5b4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
